{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 两个特征"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from sklearn import tree\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "#数字与相应的花的种类对应\n",
    "def iris_type(s):\n",
    "    it = {b'Iris-setosa':  0,    b'Iris-versicolor': 1,   b'Iris-virginica': 2}\n",
    "    return it[s]\n",
    "\n",
    "# 花有四个特征：花萼长度、花萼宽度，花瓣长度，花瓣宽度\n",
    "iris_feature = 'sepal length', 'sepal width', 'petal length', 'petalwidth'\n",
    "# 数据文件路径\n",
    "path = u'iris.data' \n",
    "#numpy.loadtxt(fname（文件名）, dtype=（类型）, comments='#', delimiter（定界符）=None, converters（转换器）=None, skiprows=0, usecols=None, unpack=False, ndmin=0)\n",
    "# 路径，浮点型数据，遇到逗号就分隔，第4列使用函数iris_type函数将名称（字符串）转化为数字（0 1 2）\n",
    "data = np.loadtxt(path, dtype=float, delimiter=',', converters={4:iris_type})\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 218,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([[5.1, 3.5, 1.4, 0.2],\n",
       "        [4.9, 3. , 1.4, 0.2],\n",
       "        [4.7, 3.2, 1.3, 0.2],\n",
       "        [4.6, 3.1, 1.5, 0.2],\n",
       "        [5. , 3.6, 1.4, 0.2]]),\n",
       " array([[0.],\n",
       "        [1.],\n",
       "        [1.],\n",
       "        [1.],\n",
       "        [0.]]))"
      ]
     },
     "execution_count": 218,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 将数据的0 到3 列组成x，第4 列得到y\n",
    "#x为数据集，y为结果\n",
    "x, y = np.split(data, (4,), axis=1)\n",
    "x[:5],y[np.random.randint(5,150,5)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 树模型参数:\n",
    "\n",
    "class sklearn.tree.DecisionTreeRegressor(*, criterion='mse', splitter='best', max_depth=None, min_samples_split=2, min_samples_leaf=1, min_weight_fraction_leaf=0.0, max_features=None, random_state=None, max_leaf_nodes=None, min_impurity_decrease=0.0, min_impurity_split=None, presort='deprecated', ccp_alpha=0.0)\n",
    "\n",
    "-  1.criterion  gini  or  entropy 衡量标准—————选择熵值还是gini系数作为衡量标准\n",
    "\n",
    "-  2.splitter  best or random 切分点的选择 ———— 前者是在所有特征中找最好的切分点 后者是在部分特征中（数据量大的时候）默认参数是best\n",
    "\n",
    "-  3.max_depth  最大深度 ———— 数据少或者特征少的时候可以不管这个值，如果模型样本量多，特征也多的情况下，可以for循环尝试限制下\n",
    "\n",
    "-  4.min_samples_split 最小样本数 ————  如果某节点的样本数少于min_samples_split，则不会继续再尝试选择最优特征来进行划分如果样本量不大，不需要管这个值。如果样本量数量级非常大，则推荐增大这个值。\n",
    "\n",
    "-  5.min_samples_leaf  最小叶子节点 ————   这个值限制了叶子节点最少的样本数，如果某叶子节点数目小于样本数，则会和兄弟节点一起被剪枝，如果样本量不大，不需要管这个值，大些如10W可是尝试下5\n",
    "\n",
    "- 6.min_weight_fraction_leaf 最小权重值————这个值限制了叶子节点所有样本权重和的最小值，如果小于这个值，则会和兄弟节点一起被剪枝默认是0，就是不考虑权重问题。一般来说，如果我们有较多样本有缺失值，或者分类树样本的分布类别偏差很大，就会引入样本权重，这时我们就要注意这个值了。\n",
    "\n",
    "-  7.max_leaf_nodes 最大叶子节点数————通过限制最大叶子节点数，可以防止过拟合，默认是\"None”，即不限制最大的叶子节点数。如果加了限制，算法会建立在最大叶子节点数内最优的决策树。如果特征不多，可以不考虑这个值，但是如果特征分成多的话，可以加以限制具体的值可以通过交叉验证得到。\n",
    "\n",
    "-  8.class_weight 指定样本各类别的的权重————主要是为了防止训练集某些类别的样本过多导致训练的决策树过于偏向这些类别。这里可以自己指定各个样本的权重如果使用“balanced”，则算法会自己计算权重，样本量少的类别所对应的样本权重会高。\n",
    "- n_estimators:要建立树的个数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 219,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 为了可视化，仅使用前两列特征，一共有四个特征\n",
    "x = x[:, :2]\n",
    "# 决策树参数估计\n",
    "# min_samples_split = 10：如果该结点包含的样本数目大于10，则(有可能)对其分支\n",
    "# min_samples_leaf = 10：若将某结点分支后，得到的每个子结点样本数目都大于10，则完成分支；否则，不进行分支\n",
    "clf = tree.DecisionTreeClassifier(criterion='entropy',min_samples_leaf=8)\n",
    "dt_clf = clf.fit(x, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 222,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(534.75, 1245.75, 'X[0] <= 5.55\\nentropy = 1.585\\nsamples = 150\\nvalue = [50, 50, 50]'),\n",
       " Text(186.0, 1019.25, 'X[1] <= 2.8\\nentropy = 0.813\\nsamples = 59\\nvalue = [47, 11, 1]'),\n",
       " Text(93.0, 792.75, 'entropy = 0.817\\nsamples = 12\\nvalue = [1, 10, 1]'),\n",
       " Text(279.0, 792.75, 'X[1] <= 3.05\\nentropy = 0.149\\nsamples = 47\\nvalue = [46, 1, 0]'),\n",
       " Text(186.0, 566.25, 'entropy = 0.544\\nsamples = 8\\nvalue = [7, 1, 0]'),\n",
       " Text(372.0, 566.25, 'entropy = 0.0\\nsamples = 39\\nvalue = [39, 0, 0]'),\n",
       " Text(883.5, 1019.25, 'X[0] <= 6.15\\nentropy = 1.167\\nsamples = 91\\nvalue = [3, 39, 49]'),\n",
       " Text(651.0, 792.75, 'X[1] <= 2.95\\nentropy = 1.225\\nsamples = 36\\nvalue = [3, 23, 10]'),\n",
       " Text(558.0, 566.25, 'X[1] <= 2.75\\nentropy = 0.887\\nsamples = 23\\nvalue = [0, 16, 7]'),\n",
       " Text(465.0, 339.75, 'entropy = 0.961\\nsamples = 13\\nvalue = [0, 8, 5]'),\n",
       " Text(651.0, 339.75, 'entropy = 0.722\\nsamples = 10\\nvalue = [0, 8, 2]'),\n",
       " Text(744.0, 566.25, 'entropy = 1.457\\nsamples = 13\\nvalue = [3, 7, 3]'),\n",
       " Text(1116.0, 792.75, 'X[0] <= 7.05\\nentropy = 0.87\\nsamples = 55\\nvalue = [0, 16, 39]'),\n",
       " Text(1023.0, 566.25, 'X[1] <= 2.95\\nentropy = 0.952\\nsamples = 43\\nvalue = [0, 16, 27]'),\n",
       " Text(837.0, 339.75, 'X[0] <= 6.35\\nentropy = 0.998\\nsamples = 17\\nvalue = [0, 8, 9]'),\n",
       " Text(744.0, 113.25, 'entropy = 0.991\\nsamples = 9\\nvalue = [0, 4, 5]'),\n",
       " Text(930.0, 113.25, 'entropy = 1.0\\nsamples = 8\\nvalue = [0, 4, 4]'),\n",
       " Text(1209.0, 339.75, 'X[0] <= 6.55\\nentropy = 0.89\\nsamples = 26\\nvalue = [0, 8, 18]'),\n",
       " Text(1116.0, 113.25, 'entropy = 0.684\\nsamples = 11\\nvalue = [0, 2, 9]'),\n",
       " Text(1302.0, 113.25, 'entropy = 0.971\\nsamples = 15\\nvalue = [0, 6, 9]'),\n",
       " Text(1209.0, 566.25, 'entropy = 0.0\\nsamples = 12\\nvalue = [0, 0, 12]')]"
      ]
     },
     "execution_count": 222,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1800x1800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#可视化树模型\n",
    "plt.figure(figsize=[25,25])\n",
    "tree.plot_tree(dt_clf) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[array([[1, 2, 3],\n",
       "        [1, 2, 3]]),\n",
       " array([[7, 7, 7],\n",
       "        [8, 8, 8]])]"
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#np.meshgrid(a,b)\n",
    "#二维坐标系中,X轴可以取三个值1,2,3, Y轴可以取三个值7,8, 请问可以获得多少个点的坐标?\n",
    "# 显而易见是6个:\n",
    "# (1,7)(2,7)(3,7)\n",
    "# (1,8)(2,8)(3,8)\n",
    "#coding:utf-8\n",
    "import numpy as np\n",
    "# 坐标向量\n",
    "a = np.array([1,2,3])\n",
    "# 坐标向量\n",
    "b = np.array([7,8])\n",
    "# 从坐标向量中返回坐标矩阵\n",
    "# 返回list,有两个元素,第一个元素行a轴的取值,有b行,第二个元素是列b轴的取值,有a列\n",
    "np.meshgrid(a,b)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([[1, 2, 3],\n",
       "        [2, 3, 4]]),\n",
       " array([[1, 2],\n",
       "        [2, 3],\n",
       "        [3, 4]]),\n",
       " array([[1, 2, 3],\n",
       "        [2, 3, 4],\n",
       "        [3, 4, 5]]),\n",
       " array([[1, 2, 3],\n",
       "        [2, 3, 4],\n",
       "        [3, 4, 5]]))"
      ]
     },
     "execution_count": 138,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#np.stack\n",
    "#axis=0是按行加，1是按列加\n",
    "a = np.array([1, 2, 3])\n",
    "b = np.array([2, 3, 4])\n",
    "c = np.array([3, 4, 5])\n",
    "np.stack((a, b), axis=0),np.stack((a, b), axis=1),np.stack((a, b,c), axis=0),np.stack((a, b,c), axis=1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0]"
      ]
     },
     "execution_count": 139,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(np.ones((8,5)).flat)#flat就是把矩阵拉平"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((500,), (499,), (499, 500), (499, 500))"
      ]
     },
     "execution_count": 140,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 画图\n",
    "N, M = 500, 499 # 横纵各采样多少个值\n",
    "x1_min, x1_max = x[:, 0].min(), x[:, 0].max() # 第0 列的范围\n",
    "x2_min, x2_max = x[:, 1].min(), x[:, 1].max() # 第1 列的范围\n",
    "t1 = np.linspace(x1_min, x1_max, N)\n",
    "t2 = np.linspace(x2_min, x2_max, M)\n",
    "x1, x2 = np.meshgrid(t1, t2) # 生成网格采样点\n",
    "\n",
    "t1.shape,t2.shape,x1.shape,x2.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(249500, 2)"
      ]
     },
     "execution_count": 141,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_test = np.stack((x1.flat, x2.flat), axis=1) # 测试点\n",
    "x_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{0.0, 1.0, 2.0}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([[1., 1., 1., ..., 2., 2., 2.],\n",
       "       [1., 1., 1., ..., 2., 2., 2.],\n",
       "       [1., 1., 1., ..., 2., 2., 2.],\n",
       "       ...,\n",
       "       [0., 0., 0., ..., 2., 2., 2.],\n",
       "       [0., 0., 0., ..., 2., 2., 2.],\n",
       "       [0., 0., 0., ..., 2., 2., 2.]])"
      ]
     },
     "execution_count": 152,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_hat = dt_clf.predict(x_test)# 预测值\n",
    "print(set(y_hat))\n",
    "y_hat = y_hat.reshape(x1.shape) # 使之与输入的形状相同\n",
    "y_hat "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x22f199a5348>"
      ]
     },
     "execution_count": 154,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#绘制分类图 测值的显示Paired/Spectral/coolwarm/summer/spring/OrRd/Oranges\n",
    "plt.pcolormesh(x1, x2, y_hat, cmap=plt.cm.coolwarm, alpha=0.1) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#绘制分类图\n",
    "plt.pcolormesh(x1, x2, y_hat, cmap=plt.cm.Spectral, alpha=0.1) \n",
    "#y是一个二维的，必须化成一维的才能用于颜色展示\n",
    "a=y.reshape(150)\n",
    "#预测值的显示Paired/Spectral/coolwarm/summer/spring/OrRd/Oranges\n",
    "plt.scatter(x[:, 0], x[:, 1], c=a, edgecolors='k', cmap=plt.cm.prism)\n",
    "# 样本的显示\n",
    "plt.xlabel(iris_feature[0])\n",
    "plt.ylabel(iris_feature[1])\n",
    "plt.xlim(x1_min, x1_max)\n",
    "plt.ylim(x2_min, x2_max)\n",
    "plt.grid()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(150,)\n",
      "(150,)\n",
      "[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 0. 0. 1. 0. 0. 0. 0. 0.\n",
      " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0.\n",
      " 0. 0. 2. 2. 2. 1. 1. 1. 2. 1. 1. 1. 1. 1. 1. 1. 1. 2. 1. 1. 2. 1. 1. 1.\n",
      " 2. 1. 1. 2. 1. 2. 1. 1. 1. 1. 1. 1. 0. 1. 2. 2. 1. 1. 1. 1. 1. 1. 1. 1.\n",
      " 1. 2. 1. 1. 2. 1. 2. 2. 2. 2. 1. 2. 1. 2. 2. 1. 2. 1. 1. 2. 2. 2. 2. 1.\n",
      " 2. 1. 2. 2. 2. 2. 2. 1. 1. 2. 2. 2. 1. 2. 1. 2. 2. 2. 1. 2. 2. 2. 1. 2.\n",
      " 2. 2. 2. 2. 2. 1.]\n",
      "[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
      " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
      " 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
      " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
      " 1. 1. 1. 1. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2.\n",
      " 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2.\n",
      " 2. 2. 2. 2. 2. 2.]\n",
      "[ True  True  True  True  True  True  True  True  True  True  True  True\n",
      "  True  True False False  True  True False  True  True  True  True  True\n",
      "  True  True  True  True  True  True  True  True  True  True  True  True\n",
      "  True  True  True  True  True False  True  True  True  True  True  True\n",
      "  True  True False False False  True  True  True False  True  True  True\n",
      "  True  True  True  True  True False  True  True False  True  True  True\n",
      " False  True  True False  True False  True  True  True  True  True  True\n",
      " False  True False False  True  True  True  True  True  True  True  True\n",
      "  True False  True  True  True False  True  True  True  True False  True\n",
      " False  True  True False  True False False  True  True  True  True False\n",
      "  True False  True  True  True  True  True False False  True  True  True\n",
      " False  True False  True  True  True False  True  True  True False  True\n",
      "  True  True  True  True  True False]\n",
      "118\n",
      "Accuracy: 0.79\n"
     ]
    }
   ],
   "source": [
    "# 训练集上的预测结果\n",
    "y_hat = dt_clf.predict(x)\n",
    "y = y.reshape(-1) # 此转置仅仅为了print 时能够集中显示\n",
    "print (y_hat.shape) # 不妨显示下y_hat 的形状\n",
    "print (y.shape)\n",
    "result = (y_hat == y) # True 则预测正确，False 则预测错误\n",
    "print (y_hat)\n",
    "print (y)\n",
    "print (result)\n",
    "#count_nonzero 统计True的个数  \n",
    "c = np.count_nonzero(result) # 统计预测正确的个数\n",
    "print (c)\n",
    "print ('Accuracy: %.2f' % ( float(c) / float(len(result))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 四个特征"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 240,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((120, 4), (30, 4), (120, 1), (30, 1))"
      ]
     },
     "execution_count": 240,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x, y = np.split(data, (4,), axis=1)\n",
    "from sklearn.model_selection import train_test_split\n",
    "x1,x2,y1,y2=train_test_split(x,y,train_size=0.8, random_state=1)\n",
    "x1.shape,x2.shape,y1.shape,y2.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 241,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9666666666666667"
      ]
     },
     "execution_count": 241,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "# 决策树参数估计\n",
    "clf = tree.DecisionTreeClassifier()\n",
    "dt_clf = clf.fit(x1, y1)\n",
    "dt_clf.score(x2,y2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 242,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(558.0, 1245.75, 'X[2] <= 2.6\\ngini = 0.665\\nsamples = 120\\nvalue = [39, 37, 44]'),\n",
       " Text(418.5, 1019.25, 'gini = 0.0\\nsamples = 39\\nvalue = [39, 0, 0]'),\n",
       " Text(697.5, 1019.25, 'X[3] <= 1.65\\ngini = 0.496\\nsamples = 81\\nvalue = [0, 37, 44]'),\n",
       " Text(279.0, 792.75, 'X[2] <= 4.95\\ngini = 0.18\\nsamples = 40\\nvalue = [0, 36, 4]'),\n",
       " Text(139.5, 566.25, 'gini = 0.0\\nsamples = 35\\nvalue = [0, 35, 0]'),\n",
       " Text(418.5, 566.25, 'X[3] <= 1.55\\ngini = 0.32\\nsamples = 5\\nvalue = [0, 1, 4]'),\n",
       " Text(279.0, 339.75, 'gini = 0.0\\nsamples = 3\\nvalue = [0, 0, 3]'),\n",
       " Text(558.0, 339.75, 'X[2] <= 5.45\\ngini = 0.5\\nsamples = 2\\nvalue = [0, 1, 1]'),\n",
       " Text(418.5, 113.25, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 1, 0]'),\n",
       " Text(697.5, 113.25, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 1]'),\n",
       " Text(1116.0, 792.75, 'X[2] <= 4.85\\ngini = 0.048\\nsamples = 41\\nvalue = [0, 1, 40]'),\n",
       " Text(976.5, 566.25, 'X[1] <= 3.1\\ngini = 0.375\\nsamples = 4\\nvalue = [0, 1, 3]'),\n",
       " Text(837.0, 339.75, 'gini = 0.0\\nsamples = 3\\nvalue = [0, 0, 3]'),\n",
       " Text(1116.0, 339.75, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 1, 0]'),\n",
       " Text(1255.5, 566.25, 'gini = 0.0\\nsamples = 37\\nvalue = [0, 0, 37]')]"
      ]
     },
     "execution_count": 242,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 1800x1800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#可视化树模型\n",
    "plt.figure(figsize=[25,25])\n",
    "tree.plot_tree(dt_clf) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 232,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal_length_cm</th>\n",
       "      <th>sepal_width_cm</th>\n",
       "      <th>petal_length_cm</th>\n",
       "      <th>petal_width_cm</th>\n",
       "      <th>class</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.4</td>\n",
       "      <td>3.9</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.4</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>6.7</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>6.3</td>\n",
       "      <td>2.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>6.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>6.2</td>\n",
       "      <td>3.4</td>\n",
       "      <td>5.4</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>5.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1.8</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>149 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     sepal_length_cm  sepal_width_cm  petal_length_cm  petal_width_cm  \\\n",
       "0                4.9             3.0              1.4             0.2   \n",
       "1                4.7             3.2              1.3             0.2   \n",
       "2                4.6             3.1              1.5             0.2   \n",
       "3                5.0             3.6              1.4             0.2   \n",
       "4                5.4             3.9              1.7             0.4   \n",
       "..               ...             ...              ...             ...   \n",
       "144              6.7             3.0              5.2             2.3   \n",
       "145              6.3             2.5              5.0             1.9   \n",
       "146              6.5             3.0              5.2             2.0   \n",
       "147              6.2             3.4              5.4             2.3   \n",
       "148              5.9             3.0              5.1             1.8   \n",
       "\n",
       "              class  \n",
       "0       Iris-setosa  \n",
       "1       Iris-setosa  \n",
       "2       Iris-setosa  \n",
       "3       Iris-setosa  \n",
       "4       Iris-setosa  \n",
       "..              ...  \n",
       "144  Iris-virginica  \n",
       "145  Iris-virginica  \n",
       "146  Iris-virginica  \n",
       "147  Iris-virginica  \n",
       "148  Iris-virginica  \n",
       "\n",
       "[149 rows x 5 columns]"
      ]
     },
     "execution_count": 232,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "iris_data = pd.read_csv('iris.data')\n",
    "iris_data.columns = ['sepal_length_cm', 'sepal_width_cm', 'petal_length_cm', 'petal_width_cm', 'class']\n",
    "iris_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 233,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal_length_cm</th>\n",
       "      <th>sepal_width_cm</th>\n",
       "      <th>petal_length_cm</th>\n",
       "      <th>petal_width_cm</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>149.000000</td>\n",
       "      <td>149.000000</td>\n",
       "      <td>149.000000</td>\n",
       "      <td>149.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>5.848322</td>\n",
       "      <td>3.051007</td>\n",
       "      <td>3.774497</td>\n",
       "      <td>1.205369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.828594</td>\n",
       "      <td>0.433499</td>\n",
       "      <td>1.759651</td>\n",
       "      <td>0.761292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>4.300000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>5.100000</td>\n",
       "      <td>2.800000</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>0.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>5.800000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>4.400000</td>\n",
       "      <td>1.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>6.400000</td>\n",
       "      <td>3.300000</td>\n",
       "      <td>5.100000</td>\n",
       "      <td>1.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>7.900000</td>\n",
       "      <td>4.400000</td>\n",
       "      <td>6.900000</td>\n",
       "      <td>2.500000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       sepal_length_cm  sepal_width_cm  petal_length_cm  petal_width_cm\n",
       "count       149.000000      149.000000       149.000000      149.000000\n",
       "mean          5.848322        3.051007         3.774497        1.205369\n",
       "std           0.828594        0.433499         1.759651        0.761292\n",
       "min           4.300000        2.000000         1.000000        0.100000\n",
       "25%           5.100000        2.800000         1.600000        0.300000\n",
       "50%           5.800000        3.000000         4.400000        1.300000\n",
       "75%           6.400000        3.300000         5.100000        1.800000\n",
       "max           7.900000        4.400000         6.900000        2.500000"
      ]
     },
     "execution_count": 233,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#展示一些特征的属性值\n",
    "iris_data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 236,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x22f128be048>"
      ]
     },
     "execution_count": 236,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 823.5x720 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sb\n",
    "\n",
    "sb.pairplot(iris_data.dropna(), hue='class')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 268,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1.         0.93333333 1.         0.93333333 0.93333333 0.86666667\n",
      " 0.93333333 1.         1.         1.        ]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Average score: 0.96')"
      ]
     },
     "execution_count": 268,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.model_selection import cross_val_score\n",
    "import numpy as np\n",
    "\n",
    "# cross_val_score交叉验证，返回一个分数列表，我们可以将其可视化\n",
    "# 来合理地估计分类器的性能\n",
    "cv_scores = cross_val_score(dt_clf,x, y, cv=10)\n",
    "print (cv_scores)\n",
    "\n",
    "sb.distplot(cv_scores)\n",
    "plt.title('Average score: {}'.format(np.mean(cv_scores)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 274,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best score: 0.9733333333333333\n",
      "Best parameters: {'max_depth': 3, 'max_features': 4}\n"
     ]
    }
   ],
   "source": [
    "\n",
    "from  sklearn.model_selection import GridSearchCV\n",
    "from sklearn.model_selection import StratifiedKFold\n",
    "from sklearn.model_selection import KFold\n",
    "from sklearn.model_selection import StratifiedKFold\n",
    "\n",
    "parameter_grid = {'max_depth': [1, 2, 3, 4, 5],\n",
    "                  'max_features': [1, 2, 3, 4]}\n",
    "\n",
    "'''StratifiedKFold分层采样，用于交叉验证：与KFold最大的差异在于，StratifiedKFold方法是根据标签中不同类别占比来进行拆分数据的。\n",
    "#sklearn.model_selection.KFold(n_splits=3,shuffle=False,random_state=None)\n",
    "#sklearn.model_selection.StratifiedKFold(n_splits=3,shuffle=False,random_state=None)\n",
    "'''\n",
    "cross_validation = StratifiedKFold(n_splits=3,shuffle=False,random_state=None)\n",
    "\n",
    "'''\n",
    "GridSearchCV它存在的意义就是自动调参，只要把参数输进去，就能给出最优化的结果和参数。\n",
    "但是这个方法适合于小数据集，一旦数据的量级上去了，很难得出结果。\n",
    "数据量比较大的时候可以使用一个快速调优的方法——坐标下降。\n",
    "它其实是一种贪心算法：拿当前对模型影响最大的参数调优，直到最优化；再拿下一个影响最大的参数调优，如此下去，直到所有的参数调整完毕。\n",
    "这个方法的缺点就是可能会调到局部最优而不是全局最优，但是省时间省力，巨大的优势面前，还是试一试吧，后续可以再拿bagging再优化。'''\n",
    "grid_search = GridSearchCV(dt_clf ,\n",
    "                           param_grid = parameter_grid,\n",
    "                           cv=cross_validation)\n",
    "\n",
    "grid_search.fit(x,y)\n",
    "print('Best score: {}'.format(grid_search.best_score_))\n",
    "print('Best parameters: {}'.format(grid_search.best_params_))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "hide_input": false,
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
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     "delete_cmd_postfix": "",
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